我的小小AI 天地

題目:

The Fibonacci numbers, commonly denoted F(n) form a sequence, called the Fibonacci sequence, such that each number is the sum of the two preceding ones, starting from 0 and 1. That is,

F(0) = 0, F(1) = 1
F(n) = F(n - 1) + F(n - 2), for n > 1.
Given n, calculate F(n).

Example 1:

Input: n = 2
Output: 1
Explanation: F(2) = F(1) + F(0) = 1 + 0 = 1.
Example 2:

Input: n = 3
Output: 2
Explanation: F(3) = F(2) + F(1) = 1 + 1 = 2.
Example 3:

Input: n = 4
Output: 3
Explanation: F(4) = F(3) + F(2) = 2 + 1 = 3.

題意:

使用程式解費波納氣數列

解法:

按照題意使用非常簡單的recursive function 可以輕易地解出，但是效率會非常差

class Solution:
    def fib(self, n: int) -> int:
        
        if n==0:
            return 0
        elif n==1:
            return 1
        else:
            return self.fib(n-1)+self.fib(n-2)

使用hash table來記錄所有以前計算過的數列可以節省非常多時間

class Solution:
    def fib(self, N: int) -> int:
        if N <= 1:
            return N
        return self.memoize(N)

    def memoize(self, N):
        hash_table = {0: 0, 1: 1}

        
        for i in range(2, N+1):
            hash_table[i] = hash_table[i-1] + hash_table[i-2]

        return hash_table[N]

一個演算法從後前算，一個從前網後算，效率差了30倍之多，足以體現演算法之美阿